{"id":"W4416290663","doi":"10.70070/z08s4k08","title":"A Systematic Review of Diagnostic Radiology Access, Barriers, and Novel Interventions in Low-Income Countries","year":2025,"lang":"","type":"article","venue":"The International Journal of Medical Science and Health Research","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ottawa Hospital Research Institute","keywords":"Psychological intervention; Teleradiology; Systematic review; Developing country; Global health; MEDLINE; Appropriate Use Criteria; Tuberculosis","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.09494674,0.0001177687,0.0009600522,0.0008386609,0.0003474673,0.000140675,0.002844164,0.0001183942,0.0003981768],"category_scores_gemma":[0.2275194,0.00006968959,0.0001159477,0.001624064,0.005933839,0.0002701627,0.000947529,0.001653201,0.000003771624],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006503717,"about_ca_system_score_gemma":0.01243515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000412696,"about_ca_topic_score_gemma":0.0001711409,"domain_scores_codex":[0.9898712,0.0007073227,0.003080477,0.0002886236,0.005564247,0.0004880964],"domain_scores_gemma":[0.9595001,0.0326935,0.001278026,0.0004173348,0.005033997,0.001077094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002884314,0.001012873,0.05423091,0.7706092,0.0005806562,0.00006796873,0.001182875,0.000001901462,0.00004264683,0.1603338,0.007704378,0.003944334],"study_design_scores_gemma":[0.001557251,0.000574424,0.05968668,0.9298146,0.0001147544,0.0004178561,0.0007474594,0.0006386715,0.00001314157,0.005801877,0.0005708291,0.00006243101],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03244518,0.2470906,0.00135066,0.7165961,0.0007471734,0.001576965,0.00002706181,0.000002408407,0.0001638865],"genre_scores_gemma":[0.5322061,0.4594464,0.00004826088,0.008061955,0.0001408824,0.0000413837,8.077845e-7,0.000003334672,0.00005091181],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.7085341,"threshold_uncertainty_score":0.9967715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2268365923910357,"score_gpt":0.5999515182274768,"score_spread":0.3731149258364411,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}